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AcousticBrainz 
Opening up another walled garden of data 
Robert Kaye 
MetaBrainz Foundation Inc. 
@MayhemBCN
What is AcousticBrainz? 
MusicBrainz AcousticBrainz 
Essentia 
Essentia 
Essentia
Low-level data 
The low level data consists of: 
● Loudness, complexity, dissonance 
● Energy, spectral characteristics 
● Rhythm, BPM 
● Scale, Key 
● Zero crossings 
● Other DSP voodoo
High-level data 
The high-level data consists of: 
● Tonal, timbre, vocals/instrumental, gender 
● Moods: Electronic, party, aggressive, happy, 
sad, relaxed. 
● Mirex moods. 
● Genres: Rosamerica, Dortmund, Tzanetakis 
& electronica 
● ISMIR rhythm (ballroom)
Feedback loop 
AcousticBrainz 
Hackers, 
researchers, 
entrepreneurs 
data 
code, issues 
Geeks use the AcousticBrainz data… 
… and will find issues. 
Geeks will come up with better ways of doing things… 
… and will share code with AcousticBrainz. 
AcousticBrainz will incorporate the best changes … 
… and run the improved code over the data. 
Geeks use the new and improved data… 
… and will find more issues.
Raising the bar on discovery 
1. Disrupt 
2. Raise the discovery bar 
3. Focus on algorithms, not data 
4. Simplify complex systems 
5. Compelling user interfaces 
6. Give control to the user
Leveling the playing field 
1. Disrupt the walled gardens 
2. Remove discovery bias 
3. Create new interoperable tools 
4. Crowd source discovery 
5. Improve artist discovery 
6. Profit! (for the little bands) 
Dammit Jim, I’m an engineer, 
not a graphic designer!
Help! 
To make AcousticBrainz work, 
we need your help. 
Please: 
1. Tag your music with Picard 
2. Run AcousticBrainz on your collection
Questions? 
If you have questions, tweet them to me: 
@MayhemBCN 
( mayhem in barcelona ) 
I’ll have responses during the Q&A

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Opening up the walled garden of data with Robert Kaye Musicbrainz

  • 1. AcousticBrainz Opening up another walled garden of data Robert Kaye MetaBrainz Foundation Inc. @MayhemBCN
  • 2. What is AcousticBrainz? MusicBrainz AcousticBrainz Essentia Essentia Essentia
  • 3. Low-level data The low level data consists of: ● Loudness, complexity, dissonance ● Energy, spectral characteristics ● Rhythm, BPM ● Scale, Key ● Zero crossings ● Other DSP voodoo
  • 4. High-level data The high-level data consists of: ● Tonal, timbre, vocals/instrumental, gender ● Moods: Electronic, party, aggressive, happy, sad, relaxed. ● Mirex moods. ● Genres: Rosamerica, Dortmund, Tzanetakis & electronica ● ISMIR rhythm (ballroom)
  • 5. Feedback loop AcousticBrainz Hackers, researchers, entrepreneurs data code, issues Geeks use the AcousticBrainz data… … and will find issues. Geeks will come up with better ways of doing things… … and will share code with AcousticBrainz. AcousticBrainz will incorporate the best changes … … and run the improved code over the data. Geeks use the new and improved data… … and will find more issues.
  • 6. Raising the bar on discovery 1. Disrupt 2. Raise the discovery bar 3. Focus on algorithms, not data 4. Simplify complex systems 5. Compelling user interfaces 6. Give control to the user
  • 7. Leveling the playing field 1. Disrupt the walled gardens 2. Remove discovery bias 3. Create new interoperable tools 4. Crowd source discovery 5. Improve artist discovery 6. Profit! (for the little bands) Dammit Jim, I’m an engineer, not a graphic designer!
  • 8. Help! To make AcousticBrainz work, we need your help. Please: 1. Tag your music with Picard 2. Run AcousticBrainz on your collection
  • 9. Questions? If you have questions, tweet them to me: @MayhemBCN ( mayhem in barcelona ) I’ll have responses during the Q&A